Overview

Dataset statistics

Number of variables	40
Number of observations	121856
Missing cells	452692
Missing cells (%)	9.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	104.3 MiB
Average record size in memory	897.3 B

Variable types

Numeric	20
Categorical	17
Boolean	2
Text	1

Alerts

`Child_Count` is highly overall correlated with `Client_Family_Members`	High correlation
`Credit_Amount` is highly overall correlated with `Loan_Annuity`	High correlation
`Loan_Annuity` is highly overall correlated with `Credit_Amount`	High correlation
`Age_Days` is highly overall correlated with `Score_Source_1`	High correlation
`Client_Family_Members` is highly overall correlated with `Child_Count`	High correlation
`Score_Source_1` is highly overall correlated with `Age_Days`	High correlation
`Population_Region_Relative` is highly overall correlated with `Cleint_City_Rating`	High correlation
`Cleint_City_Rating` is highly overall correlated with `Population_Region_Relative`	High correlation
`Accompany_Client` is highly imbalanced (63.4%)	Imbalance
`Client_Education` is highly imbalanced (52.8%)	Imbalance
`Loan_Contract_Type` is highly imbalanced (55.1%)	Imbalance
`Client_Housing_Type` is highly imbalanced (72.2%)	Imbalance
`Mobile_Tag` is highly imbalanced (> 99.9%)	Imbalance
`Client_Permanent_Match_Tag` is highly imbalanced (60.8%)	Imbalance
`Default` is highly imbalanced (59.5%)	Imbalance
`Client_Income` has 3622 (3.0%) missing values	Missing
`Car_Owned` has 3581 (2.9%) missing values	Missing
`Bike_Owned` has 3624 (3.0%) missing values	Missing
`Active_Loan` has 3635 (3.0%) missing values	Missing
`House_Own` has 3661 (3.0%) missing values	Missing
`Child_Count` has 3638 (3.0%) missing values	Missing
`Credit_Amount` has 3637 (3.0%) missing values	Missing
`Loan_Annuity` has 4826 (4.0%) missing values	Missing
`Accompany_Client` has 1758 (1.4%) missing values	Missing
`Client_Income_Type` has 3701 (3.0%) missing values	Missing
`Client_Education` has 3645 (3.0%) missing values	Missing
`Client_Marital_Status` has 3473 (2.9%) missing values	Missing
`Client_Gender` has 2416 (2.0%) missing values	Missing
`Loan_Contract_Type` has 3651 (3.0%) missing values	Missing
`Client_Housing_Type` has 3687 (3.0%) missing values	Missing
`Population_Region_Relative` has 4870 (4.0%) missing values	Missing
`Age_Days` has 3617 (3.0%) missing values	Missing
`Employed_Days` has 24764 (20.3%) missing values	Missing
`Registration_Days` has 3631 (3.0%) missing values	Missing
`ID_Days` has 5985 (4.9%) missing values	Missing
`Own_House_Age` has 80095 (65.7%) missing values	Missing
`Client_Occupation` has 41435 (34.0%) missing values	Missing
`Client_Family_Members` has 2410 (2.0%) missing values	Missing
`Cleint_City_Rating` has 2409 (2.0%) missing values	Missing
`Application_Process_Day` has 2428 (2.0%) missing values	Missing
`Application_Process_Hour` has 3663 (3.0%) missing values	Missing
`Type_Organization` has 24694 (20.3%) missing values	Missing
`Score_Source_1` has 68835 (56.5%) missing values	Missing
`Score_Source_2` has 5692 (4.7%) missing values	Missing
`Score_Source_3` has 26922 (22.1%) missing values	Missing
`Social_Circle_Default` has 61928 (50.8%) missing values	Missing
`Phone_Change` has 18219 (15.0%) missing values	Missing
`Credit_Bureau` has 18540 (15.2%) missing values	Missing
`Client_Income` is highly skewed (γ1 = 37.19911127)	Skewed
`ID` is uniformly distributed	Uniform
`ID` has unique values	Unique
`Child_Count` has 82834 (68.0%) zeros	Zeros
`Application_Process_Day` has 6287 (5.2%) zeros	Zeros
`Credit_Bureau` has 28003 (23.0%) zeros	Zeros

Reproduction

Analysis started	2025-11-28 04:48:49.014781
Analysis finished	2025-11-28 04:52:25.858150
Duration	3 minutes and 36.84 seconds
Software version	ydata-profiling vv4.18.0
Download configuration	config.json

ID
Real number (ℝ)

Uniform Unique

Distinct	121856
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12160928

Minimum	12100001
Maximum	12221856
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	12100001
5-th percentile	12106094
Q1	12130465
median	12160928
Q3	12191392
95-th percentile	12215763
Maximum	12221856
Range	121855
Interquartile range (IQR)	60927.5

Descriptive statistics

Standard deviation	35176.942
Coefficient of variation (CV)	0.0028926197
Kurtosis	-1.2
Mean	12160928
Median Absolute Deviation (MAD)	30464
Skewness	6.127353 × 10^-19
Sum	1.4818821 × 10¹²
Variance	1.2374172 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12142509	1	< 0.1%
12185930	1	< 0.1%
12221337	1	< 0.1%
12181172	1	< 0.1%
12212826	1	< 0.1%
12210437	1	< 0.1%
12201883	1	< 0.1%
12176210	1	< 0.1%
12107512	1	< 0.1%
12133535	1	< 0.1%
Other values (121846)	121846	> 99.9%

Value	Count	Frequency (%)
12100001	1	< 0.1%
12100002	1	< 0.1%
12100003	1	< 0.1%
12100004	1	< 0.1%
12100005	1	< 0.1%
12100006	1	< 0.1%
12100007	1	< 0.1%
12100008	1	< 0.1%
12100009	1	< 0.1%
12100010	1	< 0.1%

Value	Count	Frequency (%)
12221856	1	< 0.1%
12221855	1	< 0.1%
12221854	1	< 0.1%
12221853	1	< 0.1%
12221852	1	< 0.1%
12221851	1	< 0.1%
12221850	1	< 0.1%
12221849	1	< 0.1%
12221848	1	< 0.1%
12221847	1	< 0.1%

Client_Income
Real number (ℝ)

Missing Skewed

Distinct	1216
Distinct (%)	1.0%
Missing	3622
Missing (%)	3.0%
Infinite	0
Infinite (%)	0.0%
Mean	16865.192

Minimum	2565
Maximum	1800009
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	2565
5-th percentile	6750
Q1	11250
median	14400
Q3	20250
95-th percentile	33750
Maximum	1800009
Range	1797444
Interquartile range (IQR)	9000

Descriptive statistics

Standard deviation	11538.154
Coefficient of variation (CV)	0.68414013
Kurtosis	5007.6912
Mean	16865.192
Median Absolute Deviation (MAD)	4500
Skewness	37.199111
Sum	1.9940391 × 10⁹
Variance	1.3312901 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13500	13717	11.3%
11250	11940	9.8%
15750	10146	8.3%
18000	9514	7.8%
9000	8705	7.1%
22500	7975	6.5%
20250	6309	5.2%
6750	4190	3.4%
27000	4147	3.4%
8100	2323	1.9%
Other values (1206)	39268	32.2%
(Missing)	3622	3.0%

Value	Count	Frequency (%)
2565	1	< 0.1%
2610	1	< 0.1%
2646	1	< 0.1%
2700	25	< 0.1%
2790	5	< 0.1%
2835	3	< 0.1%
2840.4	1	< 0.1%
2857.5	2	< 0.1%
2872.35	1	< 0.1%
2880	3	< 0.1%

Value	Count	Frequency (%)
1800009	1	< 0.1%
675000	1	< 0.1%
450000	3	< 0.1%
395005.95	1	< 0.1%
382500	1	< 0.1%
337500	1	< 0.1%
225000	7	< 0.1%
216000	1	< 0.1%
207000	1	< 0.1%
202500	3	< 0.1%

Car_Owned
Categorical

Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	3581
Missing (%)	2.9%
Memory size	7.0 MiB

0.0	77724
1.0	40551

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	354825
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	0.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	77724	63.8%
1.0	40551	33.3%
(Missing)	3581	2.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	77724	65.7%
1.0	40551	34.3%

Most occurring characters

Value	Count	Frequency (%)
0	195999	55.2%
.	118275	33.3%
1	40551	11.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	354825	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	195999	55.2%
.	118275	33.3%
1	40551	11.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	354825	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	195999	55.2%
.	118275	33.3%
1	40551	11.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	354825	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	195999	55.2%
.	118275	33.3%
1	40551	11.4%

Bike_Owned
Categorical

Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	3624
Missing (%)	3.0%
Memory size	7.0 MiB

0.0	78948
1.0	39284

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	354696
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	78948	64.8%
1.0	39284	32.2%
(Missing)	3624	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	78948	66.8%
1.0	39284	33.2%

Most occurring characters

Value	Count	Frequency (%)
0	197180	55.6%
.	118232	33.3%
1	39284	11.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	354696	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	197180	55.6%
.	118232	33.3%
1	39284	11.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	354696	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	197180	55.6%
.	118232	33.3%
1	39284	11.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	354696	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	197180	55.6%
.	118232	33.3%
1	39284	11.1%

Active_Loan
Categorical

Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	3635
Missing (%)	3.0%
Memory size	7.0 MiB

0.0	59208
1.0	59013

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	354663
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	59208	48.6%
1.0	59013	48.4%
(Missing)	3635	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	59208	50.1%
1.0	59013	49.9%

Most occurring characters

Value	Count	Frequency (%)
0	177429	50.0%
.	118221	33.3%
1	59013	16.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	354663	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	177429	50.0%
.	118221	33.3%
1	59013	16.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	354663	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	177429	50.0%
.	118221	33.3%
1	59013	16.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	354663	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	177429	50.0%
.	118221	33.3%
1	59013	16.6%

House_Own
Categorical

Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	3661
Missing (%)	3.0%
Memory size	7.0 MiB

1.0	81798
0.0	36397

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	354585
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	1.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	81798	67.1%
0.0	36397	29.9%
(Missing)	3661	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	81798	69.2%
0.0	36397	30.8%

Most occurring characters

Value	Count	Frequency (%)
0	154592	43.6%
.	118195	33.3%
1	81798	23.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	354585	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	154592	43.6%
.	118195	33.3%
1	81798	23.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	354585	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	154592	43.6%
.	118195	33.3%
1	81798	23.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	354585	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	154592	43.6%
.	118195	33.3%
1	81798	23.1%

Child_Count
Real number (ℝ)

High correlation Missing Zeros

Distinct	14
Distinct (%)	< 0.1%
Missing	3638
Missing (%)	3.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.41777902

Minimum	0
Maximum	19
Zeros	82834
Zeros (%)	68.0%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	19
Range	19
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.72880243
Coefficient of variation (CV)	1.7444687
Kurtosis	12.161459
Mean	0.41777902
Median Absolute Deviation (MAD)	0
Skewness	2.191615
Sum	49389
Variance	0.53115298
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	82834	68.0%
1	23431	19.2%
2	10294	8.4%
3	1430	1.2%
4	167	0.1%
5	34	< 0.1%
6	12	< 0.1%
7	4	< 0.1%
14	4	< 0.1%
10	3	< 0.1%
Other values (4)	5	< 0.1%
(Missing)	3638	3.0%

Value	Count	Frequency (%)
0	82834	68.0%
1	23431	19.2%
2	10294	8.4%
3	1430	1.2%
4	167	0.1%
5	34	< 0.1%
6	12	< 0.1%
7	4	< 0.1%
8	2	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
19	1	< 0.1%
14	4	< 0.1%
12	1	< 0.1%
10	3	< 0.1%
9	1	< 0.1%
8	2	< 0.1%
7	4	< 0.1%
6	12	< 0.1%
5	34	< 0.1%
4	167	0.1%

Credit_Amount
Real number (ℝ)

High correlation Missing

Distinct	4175
Distinct (%)	3.5%
Missing	3637
Missing (%)	3.0%
Infinite	0
Infinite (%)	0.0%
Mean	60046.489

Minimum	4500
Maximum	405000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	4500
5-th percentile	13651.2
Q1	27000
median	51750
Q3	80865
95-th percentile	135000
Maximum	405000
Range	400500
Interquartile range (IQR)	53865

Descriptive statistics

Standard deviation	40350.663
Coefficient of variation (CV)	0.67199039
Kurtosis	1.8860045
Mean	60046.489
Median Absolute Deviation (MAD)	25381.35
Skewness	1.2303136
Sum	7.0986359 × 10⁹
Variance	1.628176 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
45000	3733	3.1%
67500	3450	2.8%
22500	3127	2.6%
18000	2761	2.3%
27000	2748	2.3%
90000	2366	1.9%
25470	1759	1.4%
54504	1726	1.4%
80865	1584	1.3%
13500	1383	1.1%
Other values (4165)	93582	76.8%
(Missing)	3637	3.0%

Value	Count	Frequency (%)
4500	76	0.1%
4797	77	0.1%
4945.5	10	< 0.1%
4950	13	< 0.1%
4975.2	23	< 0.1%
5094	160	0.1%
5212.8	30	< 0.1%
5276.7	10	< 0.1%
5391	22	< 0.1%
5400	22	< 0.1%

Value	Count	Frequency (%)
405000	3	< 0.1%
403103.25	1	< 0.1%
386001.9	1	< 0.1%
329968.8	1	< 0.1%
315000	6	< 0.1%
307557.9	1	< 0.1%
293166	1	< 0.1%
292500	1	< 0.1%
270000	2	< 0.1%
269550	19	< 0.1%

Loan_Annuity
Real number (ℝ)

High correlation Missing

Distinct	10856
Distinct (%)	9.3%
Missing	4826
Missing (%)	4.0%
Infinite	0
Infinite (%)	0.0%
Mean	2721.2545

Minimum	217.35
Maximum	22500
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	217.35
5-th percentile	900
Q1	1657.35
median	2499.75
Q3	3466.8
95-th percentile	5345.55
Maximum	22500
Range	22282.65
Interquartile range (IQR)	1809.45

Descriptive statistics

Standard deviation	1461.4662
Coefficient of variation (CV)	0.53705604
Kurtosis	9.0313453
Mean	2721.2545
Median Absolute Deviation (MAD)	883.35
Skewness	1.6801351
Sum	3.1846841 × 10⁸
Variance	2135883.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
900	2370	1.9%
1350	2091	1.7%
675	845	0.7%
1012.5	774	0.6%
3780	621	0.5%
2621.7	570	0.5%
1125	566	0.5%
1237.5	487	0.4%
3165.3	475	0.4%
2250	464	0.4%
Other values (10846)	107767	88.4%
(Missing)	4826	4.0%

Value	Count	Frequency (%)
217.35	2	< 0.1%
218.7	2	< 0.1%
229.5	1	< 0.1%
241.2	2	< 0.1%
258.3	1	< 0.1%
259.65	1	< 0.1%
260.55	2	< 0.1%
274.95	1	< 0.1%
275.4	2	< 0.1%
284.4	1	< 0.1%

Value	Count	Frequency (%)
22500	14	< 0.1%
21329.1	1	< 0.1%
20821.5	1	< 0.1%
20646.45	2	< 0.1%
20616.75	1	< 0.1%
18057.6	2	< 0.1%
18000	1	< 0.1%
17782.65	1	< 0.1%
17769.6	1	< 0.1%
17370.45	1	< 0.1%

Accompany_Client
Categorical

Imbalance Missing

Distinct	6
Distinct (%)	< 0.1%
Missing	1758
Missing (%)	1.4%
Memory size	7.2 MiB

Alone	97409
Relative	15748
Partner	4516
Kids	1334
Others	987

Length

Max length	8
Median length	5
Mean length	5.4656947
Min length	4

Characters and Unicode

Total characters	656419
Distinct characters	20
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Alone
2nd row	Alone
3rd row	Alone
4th row	Alone
5th row	Alone

Common Values

Value	Count	Frequency (%)
Alone	97409	79.9%
Relative	15748	12.9%
Partner	4516	3.7%
Kids	1334	1.1%
Others	987	0.8%
Group	104	0.1%
(Missing)	1758	1.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
alone	97409	81.1%
relative	15748	13.1%
partner	4516	3.8%
kids	1334	1.1%
others	987	0.8%
group	104	0.1%

Most occurring characters

Value	Count	Frequency (%)
e	134408	20.5%
l	113157	17.2%
n	101925	15.5%
o	97513	14.9%
A	97409	14.8%
t	21251	3.2%
a	20264	3.1%
i	17082	2.6%
R	15748	2.4%
v	15748	2.4%
Other values (10)	21914	3.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	656419	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	134408	20.5%
l	113157	17.2%
n	101925	15.5%
o	97513	14.9%
A	97409	14.8%
t	21251	3.2%
a	20264	3.1%
i	17082	2.6%
R	15748	2.4%
v	15748	2.4%
Other values (10)	21914	3.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	656419	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	134408	20.5%
l	113157	17.2%
n	101925	15.5%
o	97513	14.9%
A	97409	14.8%
t	21251	3.2%
a	20264	3.1%
i	17082	2.6%
R	15748	2.4%
v	15748	2.4%
Other values (10)	21914	3.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	656419	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	134408	20.5%
l	113157	17.2%
n	101925	15.5%
o	97513	14.9%
A	97409	14.8%
t	21251	3.2%
a	20264	3.1%
i	17082	2.6%
R	15748	2.4%
v	15748	2.4%
Other values (10)	21914	3.3%

Client_Income_Type
Categorical

Missing

Distinct	8
Distinct (%)	< 0.1%
Missing	3701
Missing (%)	3.0%
Memory size	7.5 MiB

Service	61028
Commercial	27764
Retired	21043
Govt Job	8303
Student	8
Other values (3)	9

Length

Max length	15
Median length	7
Mean length	7.7755321
Min length	7

Characters and Unicode

Total characters	918718
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	Commercial
2nd row	Service
3rd row	Service
4th row	Retired
5th row	Commercial

Common Values

Value	Count	Frequency (%)
Service	61028	50.1%
Commercial	27764	22.8%
Retired	21043	17.3%
Govt Job	8303	6.8%
Student	8	< 0.1%
Unemployed	6	< 0.1%
Maternity leave	2	< 0.1%
Businessman	1	< 0.1%
(Missing)	3701	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
service	61028	48.3%
commercial	27764	22.0%
retired	21043	16.6%
govt	8303	6.6%
job	8303	6.6%
student	8	< 0.1%
unemployed	6	< 0.1%
maternity	2	< 0.1%
leave	2	< 0.1%
businessman	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
e	191933	20.9%
i	109838	12.0%
r	109837	12.0%
c	88792	9.7%
v	69333	7.5%
S	61036	6.6%
m	55535	6.0%
o	44376	4.8%
t	29366	3.2%
l	27772	3.0%
Other values (16)	130900	14.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	918718	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	191933	20.9%
i	109838	12.0%
r	109837	12.0%
c	88792	9.7%
v	69333	7.5%
S	61036	6.6%
m	55535	6.0%
o	44376	4.8%
t	29366	3.2%
l	27772	3.0%
Other values (16)	130900	14.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	918718	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	191933	20.9%
i	109838	12.0%
r	109837	12.0%
c	88792	9.7%
v	69333	7.5%
S	61036	6.6%
m	55535	6.0%
o	44376	4.8%
t	29366	3.2%
l	27772	3.0%
Other values (16)	130900	14.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	918718	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	191933	20.9%
i	109838	12.0%
r	109837	12.0%
c	88792	9.7%
v	69333	7.5%
S	61036	6.6%
m	55535	6.0%
o	44376	4.8%
t	29366	3.2%
l	27772	3.0%
Other values (16)	130900	14.2%

Client_Education
Categorical

Imbalance Missing

Distinct	5
Distinct (%)	< 0.1%
Missing	3645
Missing (%)	3.0%
Memory size	7.7 MiB

Secondary	83911
Graduation	28819
Graduation dropout	3960
Junior secondary	1455
Post Grad	66

Length

Max length	18
Median length	9
Mean length	9.6314472
Min length	9

Characters and Unicode

Total characters	1138543
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Secondary
2nd row	Graduation
3rd row	Graduation dropout
4th row	Secondary
5th row	Secondary

Common Values

Value	Count	Frequency (%)
Secondary	83911	68.9%
Graduation	28819	23.7%
Graduation dropout	3960	3.2%
Junior secondary	1455	1.2%
Post Grad	66	0.1%
(Missing)	3645	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
secondary	85366	69.0%
graduation	32779	26.5%
dropout	3960	3.2%
junior	1455	1.2%
post	66	0.1%
grad	66	0.1%

Most occurring characters

Value	Count	Frequency (%)
a	150990	13.3%
o	127586	11.2%
r	123626	10.9%
d	122171	10.7%
n	119600	10.5%
c	85366	7.5%
y	85366	7.5%
e	85366	7.5%
S	83911	7.4%
u	38194	3.4%
Other values (8)	116367	10.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1138543	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	150990	13.3%
o	127586	11.2%
r	123626	10.9%
d	122171	10.7%
n	119600	10.5%
c	85366	7.5%
y	85366	7.5%
e	85366	7.5%
S	83911	7.4%
u	38194	3.4%
Other values (8)	116367	10.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1138543	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	150990	13.3%
o	127586	11.2%
r	123626	10.9%
d	122171	10.7%
n	119600	10.5%
c	85366	7.5%
y	85366	7.5%
e	85366	7.5%
S	83911	7.4%
u	38194	3.4%
Other values (8)	116367	10.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1138543	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	150990	13.3%
o	127586	11.2%
r	123626	10.9%
d	122171	10.7%
n	119600	10.5%
c	85366	7.5%
y	85366	7.5%
e	85366	7.5%
S	83911	7.4%
u	38194	3.4%
Other values (8)	116367	10.2%

Client_Marital_Status
Categorical

Missing

Distinct	4
Distinct (%)	< 0.1%
Missing	3473
Missing (%)	2.9%
Memory size	6.7 MiB

M	87349
S	17404
D	7556
W	6074

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	118383
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	M
2nd row	M
3rd row	W
4th row	M
5th row	M

Common Values

Value	Count	Frequency (%)
M	87349	71.7%
S	17404	14.3%
D	7556	6.2%
W	6074	5.0%
(Missing)	3473	2.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
m	87349	73.8%
s	17404	14.7%
d	7556	6.4%
w	6074	5.1%

Most occurring characters

Value	Count	Frequency (%)
M	87349	73.8%
S	17404	14.7%
D	7556	6.4%
W	6074	5.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	118383	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
M	87349	73.8%
S	17404	14.7%
D	7556	6.4%
W	6074	5.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	118383	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
M	87349	73.8%
S	17404	14.7%
D	7556	6.4%
W	6074	5.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	118383	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
M	87349	73.8%
S	17404	14.7%
D	7556	6.4%
W	6074	5.1%

Client_Gender
Categorical

Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	2416
Missing (%)	2.0%
Memory size	7.2 MiB

Male	78463
Female	40977

Length

Max length	6
Median length	4
Mean length	4.686152
Min length	4

Characters and Unicode

Total characters	559714
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Male
2nd row	Male
3rd row	Male
4th row	Male
5th row	Female

Common Values

Value	Count	Frequency (%)
Male	78463	64.4%
Female	40977	33.6%
(Missing)	2416	2.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	78463	65.7%
female	40977	34.3%

Most occurring characters

Value	Count	Frequency (%)
e	160417	28.7%
a	119440	21.3%
l	119440	21.3%
M	78463	14.0%
F	40977	7.3%
m	40977	7.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	559714	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	160417	28.7%
a	119440	21.3%
l	119440	21.3%
M	78463	14.0%
F	40977	7.3%
m	40977	7.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	559714	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	160417	28.7%
a	119440	21.3%
l	119440	21.3%
M	78463	14.0%
F	40977	7.3%
m	40977	7.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	559714	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	160417	28.7%
a	119440	21.3%
l	119440	21.3%
M	78463	14.0%
F	40977	7.3%
m	40977	7.3%

Loan_Contract_Type
Categorical

Imbalance Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	3651
Missing (%)	3.0%
Memory size	6.8 MiB

CL	107118
RL	11087

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	236410
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	CL
2nd row	CL
3rd row	CL
4th row	CL
5th row	CL

Common Values

Value	Count	Frequency (%)
CL	107118	87.9%
RL	11087	9.1%
(Missing)	3651	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
cl	107118	90.6%
rl	11087	9.4%

Most occurring characters

Value	Count	Frequency (%)
L	118205	50.0%
C	107118	45.3%
R	11087	4.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	236410	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
L	118205	50.0%
C	107118	45.3%
R	11087	4.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	236410	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
L	118205	50.0%
C	107118	45.3%
R	11087	4.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	236410	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
L	118205	50.0%
C	107118	45.3%
R	11087	4.7%

Client_Housing_Type
Categorical

Imbalance Missing

Distinct	6
Distinct (%)	< 0.1%
Missing	3687
Missing (%)	3.0%
Memory size	7.1 MiB

Home	104870
Family	5783
Municipal	4248
Rental	1816
Office	1002

Length

Max length	9
Median length	4
Mean length	4.33293
Min length	4

Characters and Unicode

Total characters	512018
Distinct characters	22
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Home
2nd row	Home
3rd row	Family
4th row	Home
5th row	Home

Common Values

Value	Count	Frequency (%)
Home	104870	86.1%
Family	5783	4.7%
Municipal	4248	3.5%
Rental	1816	1.5%
Office	1002	0.8%
Shared	450	0.4%
(Missing)	3687	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
home	104870	88.7%
family	5783	4.9%
municipal	4248	3.6%
rental	1816	1.5%
office	1002	0.8%
shared	450	0.4%

Most occurring characters

Value	Count	Frequency (%)
m	110653	21.6%
e	108138	21.1%
H	104870	20.5%
o	104870	20.5%
i	15281	3.0%
a	12297	2.4%
l	11847	2.3%
n	6064	1.2%
y	5783	1.1%
F	5783	1.1%
Other values (12)	26432	5.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	512018	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
m	110653	21.6%
e	108138	21.1%
H	104870	20.5%
o	104870	20.5%
i	15281	3.0%
a	12297	2.4%
l	11847	2.3%
n	6064	1.2%
y	5783	1.1%
F	5783	1.1%
Other values (12)	26432	5.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	512018	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
m	110653	21.6%
e	108138	21.1%
H	104870	20.5%
o	104870	20.5%
i	15281	3.0%
a	12297	2.4%
l	11847	2.3%
n	6064	1.2%
y	5783	1.1%
F	5783	1.1%
Other values (12)	26432	5.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	512018	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
m	110653	21.6%
e	108138	21.1%
H	104870	20.5%
o	104870	20.5%
i	15281	3.0%
a	12297	2.4%
l	11847	2.3%
n	6064	1.2%
y	5783	1.1%
F	5783	1.1%
Other values (12)	26432	5.2%

Population_Region_Relative
Real number (ℝ)

High correlation Missing

Distinct	80
Distinct (%)	0.1%
Missing	4870
Missing (%)	4.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.020893211

Minimum	0.000533
Maximum	0.072508
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	0.000533
5-th percentile	0.00496
Q1	0.010006
median	0.01885
Q3	0.028663
95-th percentile	0.04622
Maximum	0.072508
Range	0.071975
Interquartile range (IQR)	0.018657

Descriptive statistics

Standard deviation	0.013924558
Coefficient of variation (CV)	0.66646326
Kurtosis	3.2511039
Mean	0.020893211
Median Absolute Deviation (MAD)	0.009193
Skewness	1.4969453
Sum	2444.2132
Variance	0.00019389331
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.035792	6267	5.1%
0.04622	5117	4.2%
0.030755	4639	3.8%
0.025164	4516	3.7%
0.026392	4330	3.6%
0.031329	4257	3.5%
0.028663	4227	3.5%
0.019101	3314	2.7%
0.072508	3303	2.7%
0.020713	3045	2.5%
Other values (70)	73971	60.7%
(Missing)	4870	4.0%

Value	Count	Frequency (%)
0.000533	17	< 0.1%
0.000938	12	< 0.1%
0.001276	194	0.2%
0.001333	94	0.1%
0.001417	189	0.2%
0.002042	587	0.5%
0.002134	395	0.3%
0.002506	365	0.3%
0.003069	671	0.6%
0.003122	444	0.4%

Value	Count	Frequency (%)
0.072508	3303	2.7%
0.04622	5117	4.2%
0.035792	6267	5.1%
0.032561	2543	2.1%
0.031329	4257	3.5%
0.030755	4639	3.8%
0.028663	4227	3.5%
0.026392	4330	3.6%
0.025164	4516	3.7%
0.02461	2437	2.0%

Age_Days
Real number (ℝ)

High correlation Missing

Distinct	17000
Distinct (%)	14.4%
Missing	3617
Missing (%)	3.0%
Infinite	0
Infinite (%)	0.0%
Mean	16027.423

Minimum	7676
Maximum	25201
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	7676
5-th percentile	9406
Q1	12398
median	15734
Q3	19661
95-th percentile	23209
Maximum	25201
Range	17525
Interquartile range (IQR)	7263

Descriptive statistics

Standard deviation	4366.3565
Coefficient of variation (CV)	0.27243035
Kurtosis	-1.0462449
Mean	16027.423
Median Absolute Deviation (MAD)	3625
Skewness	0.12189802
Sum	1.8950665 × 10⁹
Variance	19065069
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10936	22	< 0.1%
20193	21	< 0.1%
13327	21	< 0.1%
13231	21	< 0.1%
12334	21	< 0.1%
15201	20	< 0.1%
10065	20	< 0.1%
14258	20	< 0.1%
16987	20	< 0.1%
13409	20	< 0.1%
Other values (16990)	118033	96.9%
(Missing)	3617	3.0%

Value	Count	Frequency (%)
7676	2	< 0.1%
7678	1	< 0.1%
7679	1	< 0.1%
7680	3	< 0.1%
7683	1	< 0.1%
7687	1	< 0.1%
7688	2	< 0.1%
7689	1	< 0.1%
7690	2	< 0.1%
7691	2	< 0.1%

Value	Count	Frequency (%)
25201	1	< 0.1%
25200	1	< 0.1%
25197	2	< 0.1%
25196	3	< 0.1%
25195	1	< 0.1%
25192	1	< 0.1%
25191	1	< 0.1%
25186	1	< 0.1%
25184	1	< 0.1%
25182	1	< 0.1%

Employed_Days
Real number (ℝ)

Missing

Distinct	9948
Distinct (%)	10.2%
Missing	24764
Missing (%)	20.3%
Infinite	0
Infinite (%)	0.0%
Mean	2379.6275

Minimum	0
Maximum	17546
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	0
5-th percentile	207
Q1	767
median	1649
Q3	3167.25
95-th percentile	7276
Maximum	17546
Range	17546
Interquartile range (IQR)	2400.25

Descriptive statistics

Standard deviation	2327.0985
Coefficient of variation (CV)	0.97792555
Kurtosis	4.6973702
Mean	2379.6275
Median Absolute Deviation (MAD)	1065
Skewness	1.9571427
Sum	2.3104279 × 10⁸
Variance	5415387.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
381	69	0.1%
212	66	0.1%
230	64	0.1%
231	61	0.1%
116	60	< 0.1%
199	60	< 0.1%
216	59	< 0.1%
765	58	< 0.1%
419	57	< 0.1%
224	56	< 0.1%
Other values (9938)	96482	79.2%
(Missing)	24764	20.3%

Value	Count	Frequency (%)
0	2	< 0.1%
2	2	< 0.1%
4	1	< 0.1%
6	1	< 0.1%
8	2	< 0.1%
9	1	< 0.1%
10	1	< 0.1%
11	2	< 0.1%
12	4	< 0.1%
13	1	< 0.1%

Value	Count	Frequency (%)
17546	2	< 0.1%
17170	1	< 0.1%
17139	1	< 0.1%
16678	2	< 0.1%
16651	1	< 0.1%
16495	1	< 0.1%
16452	1	< 0.1%
16375	1	< 0.1%
16364	1	< 0.1%
16343	2	< 0.1%

Registration_Days
Real number (ℝ)

Missing

Distinct	14142
Distinct (%)	12.0%
Missing	3631
Missing (%)	3.0%
Infinite	0
Infinite (%)	0.0%
Mean	4975.1621

Minimum	0
Maximum	23738
Zeros	35
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	0
5-th percentile	332
Q1	2008
median	4493
Q3	7464
95-th percentile	11383.8
Maximum	23738
Range	23738
Interquartile range (IQR)	5456

Descriptive statistics

Standard deviation	3514.547
Coefficient of variation (CV)	0.70641858
Kurtosis	-0.31885061
Mean	4975.1621
Median Absolute Deviation (MAD)	2698
Skewness	0.59111333
Sum	5.8818854 × 10⁸
Variance	12352040
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	45	< 0.1%
6	38	< 0.1%
4	38	< 0.1%
9	38	< 0.1%
2	36	< 0.1%
784	35	< 0.1%
0	35	< 0.1%
511	35	< 0.1%
973	33	< 0.1%
14	32	< 0.1%
Other values (14132)	117860	96.7%
(Missing)	3631	3.0%

Value	Count	Frequency (%)
0	35	< 0.1%
1	45	< 0.1%
2	36	< 0.1%
3	27	< 0.1%
4	38	< 0.1%
5	30	< 0.1%
6	38	< 0.1%
7	32	< 0.1%
8	31	< 0.1%
9	38	< 0.1%

Value	Count	Frequency (%)
23738	2	< 0.1%
22701	1	< 0.1%
21865	1	< 0.1%
21249	1	< 0.1%
20840	1	< 0.1%
20571	1	< 0.1%
20569	2	< 0.1%
20560	1	< 0.1%
20516	1	< 0.1%
20136	2	< 0.1%

ID_Days
Real number (ℝ)

Missing

Distinct	5962
Distinct (%)	5.1%
Missing	5985
Missing (%)	4.9%
Infinite	0
Infinite (%)	0.0%
Mean	2987.471

Minimum	0
Maximum	7197
Zeros	6
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	0
5-th percentile	368
Q1	1705
median	3242
Q3	4295
95-th percentile	4941.5
Maximum	7197
Range	7197
Interquartile range (IQR)	2590

Descriptive statistics

Standard deviation	1511.8846
Coefficient of variation (CV)	0.50607506
Kurtosis	-1.1132862
Mean	2987.471
Median Absolute Deviation (MAD)	1193
Skewness	-0.34419833
Sum	3.4616125 × 10⁸
Variance	2285795
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4053	76	0.1%
4032	74	0.1%
4375	73	0.1%
4312	70	0.1%
4144	69	0.1%
4250	67	0.1%
4619	66	0.1%
4193	64	0.1%
4404	64	0.1%
4145	63	0.1%
Other values (5952)	115185	94.5%
(Missing)	5985	4.9%

Value	Count	Frequency (%)
0	6	< 0.1%
1	22	< 0.1%
2	12	< 0.1%
3	23	< 0.1%
4	18	< 0.1%
5	20	< 0.1%
6	25	< 0.1%
7	43	< 0.1%
8	37	< 0.1%
9	27	< 0.1%

Value	Count	Frequency (%)
7197	1	< 0.1%
6274	2	< 0.1%
6263	2	< 0.1%
6235	1	< 0.1%
6233	1	< 0.1%
6228	1	< 0.1%
6226	1	< 0.1%
6223	2	< 0.1%
6208	1	< 0.1%
6203	1	< 0.1%

Own_House_Age
Real number (ℝ)

Missing

Distinct	55
Distinct (%)	0.1%
Missing	80095
Missing (%)	65.7%
Infinite	0
Infinite (%)	0.0%
Mean	12.157324

Minimum	0
Maximum	69
Zeros	859
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	9
Q3	15
95-th percentile	30
Maximum	69
Range	69
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	12.056079
Coefficient of variation (CV)	0.99167215
Kurtosis	8.9863734
Mean	12.157324
Median Absolute Deviation (MAD)	5
Skewness	2.724026
Sum	507702
Variance	145.34905
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7	3015	2.5%
3	2555	2.1%
6	2525	2.1%
2	2321	1.9%
8	2302	1.9%
4	2175	1.8%
9	2053	1.7%
1	2041	1.7%
10	1945	1.6%
14	1855	1.5%
Other values (45)	18974	15.6%
(Missing)	80095	65.7%

Value	Count	Frequency (%)
0	859	0.7%
1	2041	1.7%
2	2321	1.9%
3	2555	2.1%
4	2175	1.8%
5	1433	1.2%
6	2525	2.1%
7	3015	2.5%
8	2302	1.9%
9	2053	1.7%

Value	Count	Frequency (%)
69	1	< 0.1%
65	392	0.3%
64	974	0.8%
63	2	< 0.1%
57	2	< 0.1%
54	5	< 0.1%
50	2	< 0.1%
49	1	< 0.1%
46	2	< 0.1%
45	1	< 0.1%

Mobile_Tag
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.7 MiB

1	121855
0	1

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	121856
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	121855	> 99.9%
0	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	121855	> 99.9%
0	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
1	121855	> 99.9%
0	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	121855	> 99.9%
0	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	121855	> 99.9%
0	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	121855	> 99.9%
0	1	< 0.1%

Homephone_Tag
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.7 MiB

0	97424
1	24432

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	121856
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	97424	80.0%
1	24432	20.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	97424	80.0%
1	24432	20.0%

Most occurring characters

Value	Count	Frequency (%)
0	97424	80.0%
1	24432	20.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	97424	80.0%
1	24432	20.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	97424	80.0%
1	24432	20.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	97424	80.0%
1	24432	20.0%

Workphone_Working
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.7 MiB

0	87590
1	34266

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	121856
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	87590	71.9%
1	34266	28.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	87590	71.9%
1	34266	28.1%

Most occurring characters

Value	Count	Frequency (%)
0	87590	71.9%
1	34266	28.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	87590	71.9%
1	34266	28.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	87590	71.9%
1	34266	28.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	87590	71.9%
1	34266	28.1%

Client_Occupation
Categorical

Missing

Distinct	18
Distinct (%)	< 0.1%
Missing	41435
Missing (%)	34.0%
Memory size	7.2 MiB

Laborers	21024
Sales	12136
Core	10611
Managers	8099
Drivers	7150
Other values (13)	21401

Length

Max length	18
Median length	15
Mean length	7.649967
Min length	2

Characters and Unicode

Total characters	615218
Distinct characters	35
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Sales
2nd row	Realty agents
3rd row	Laborers
4th row	Laborers
5th row	Sales

Common Values

Value	Count	Frequency (%)
Laborers	21024	17.3%
Sales	12136	10.0%
Core	10611	8.7%
Managers	8099	6.6%
Drivers	7150	5.9%
High skill tech	4317	3.5%
Accountants	3766	3.1%
Medicine	3172	2.6%
Security	2683	2.2%
Cooking	2224	1.8%
Other values (8)	5239	4.3%
(Missing)	41435	34.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
laborers	21811	23.9%
sales	12136	13.3%
core	10611	11.6%
managers	8099	8.9%
drivers	7150	7.8%
high	4317	4.7%
skill	4317	4.7%
tech	4317	4.7%
accountants	3766	4.1%
medicine	3172	3.5%
Other values (12)	11432	12.5%

Most occurring characters

Value	Count	Frequency (%)
r	83411	13.6%
e	81066	13.2%
s	60394	9.8%
a	58752	9.5%
o	41423	6.7%
i	32598	5.3%
n	25262	4.1%
l	24346	4.0%
L	22598	3.7%
b	22322	3.6%
Other values (25)	163046	26.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	615218	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	83411	13.6%
e	81066	13.2%
s	60394	9.8%
a	58752	9.5%
o	41423	6.7%
i	32598	5.3%
n	25262	4.1%
l	24346	4.0%
L	22598	3.7%
b	22322	3.6%
Other values (25)	163046	26.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	615218	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	83411	13.6%
e	81066	13.2%
s	60394	9.8%
a	58752	9.5%
o	41423	6.7%
i	32598	5.3%
n	25262	4.1%
l	24346	4.0%
L	22598	3.7%
b	22322	3.6%
Other values (25)	163046	26.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	615218	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	83411	13.6%
e	81066	13.2%
s	60394	9.8%
a	58752	9.5%
o	41423	6.7%
i	32598	5.3%
n	25262	4.1%
l	24346	4.0%
L	22598	3.7%
b	22322	3.6%
Other values (25)	163046	26.5%

Client_Family_Members
Real number (ℝ)

High correlation Missing

Distinct	15
Distinct (%)	< 0.1%
Missing	2410
Missing (%)	2.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1543292

Minimum	1
Maximum	16
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	3
95-th percentile	4
Maximum	16
Range	15
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.91268564
Coefficient of variation (CV)	0.4236519
Kurtosis	3.0826497
Mean	2.1543292
Median Absolute Deviation (MAD)	0
Skewness	1.0338185
Sum	257326
Variance	0.83299507
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
2	61652	50.6%
1	26213	21.5%
3	20434	16.8%
4	9583	7.9%
5	1349	1.1%
6	157	0.1%
7	32	< 0.1%
8	11	< 0.1%
9	4	< 0.1%
10	3	< 0.1%
Other values (5)	8	< 0.1%
(Missing)	2410	2.0%

Value	Count	Frequency (%)
1	26213	21.5%
2	61652	50.6%
3	20434	16.8%
4	9583	7.9%
5	1349	1.1%
6	157	0.1%
7	32	< 0.1%
8	11	< 0.1%
9	4	< 0.1%
10	3	< 0.1%

Value	Count	Frequency (%)
16	2	< 0.1%
15	1	< 0.1%
14	1	< 0.1%
13	1	< 0.1%
12	3	< 0.1%
10	3	< 0.1%
9	4	< 0.1%
8	11	< 0.1%
7	32	< 0.1%
6	157	0.1%

Cleint_City_Rating
Categorical

High correlation Missing

Distinct	3
Distinct (%)	< 0.1%
Missing	2409
Missing (%)	2.0%
Memory size	7.0 MiB

2.0	88949
3.0	17043
1.0	13455

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	358341
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2.0
2nd row	2.0
3rd row	2.0
4th row	3.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
2.0	88949	73.0%
3.0	17043	14.0%
1.0	13455	11.0%
(Missing)	2409	2.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2.0	88949	74.5%
3.0	17043	14.3%
1.0	13455	11.3%

Most occurring characters

Value	Count	Frequency (%)
.	119447	33.3%
0	119447	33.3%
2	88949	24.8%
3	17043	4.8%
1	13455	3.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	358341	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
.	119447	33.3%
0	119447	33.3%
2	88949	24.8%
3	17043	4.8%
1	13455	3.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	358341	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
.	119447	33.3%
0	119447	33.3%
2	88949	24.8%
3	17043	4.8%
1	13455	3.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	358341	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
.	119447	33.3%
0	119447	33.3%
2	88949	24.8%
3	17043	4.8%
1	13455	3.8%

Application_Process_Day
Real number (ℝ)

Missing Zeros

Distinct	7
Distinct (%)	< 0.1%
Missing	2428
Missing (%)	2.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1597364

Minimum	0
Maximum	6
Zeros	6287
Zeros (%)	5.2%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	5
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.759045
Coefficient of variation (CV)	0.55670624
Kurtosis	-1.0914392
Mean	3.1597364
Median Absolute Deviation (MAD)	1
Skewness	0.007727949
Sum	377361
Variance	3.0942392
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	20907	17.2%
3	20116	16.5%
1	19712	16.2%
4	19668	16.1%
5	19613	16.1%
6	13125	10.8%
0	6287	5.2%
(Missing)	2428	2.0%

Value	Count	Frequency (%)
0	6287	5.2%
1	19712	16.2%
2	20907	17.2%
3	20116	16.5%
4	19668	16.1%
5	19613	16.1%
6	13125	10.8%

Value	Count	Frequency (%)
6	13125	10.8%
5	19613	16.1%
4	19668	16.1%
3	20116	16.5%
2	20907	17.2%
1	19712	16.2%
0	6287	5.2%

Application_Process_Hour
Real number (ℝ)

Missing

Distinct	24
Distinct (%)	< 0.1%
Missing	3663
Missing (%)	3.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.0631

Minimum	0
Maximum	23
Zeros	26
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	0
5-th percentile	7
Q1	10
median	12
Q3	14
95-th percentile	17
Maximum	23
Range	23
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.2806946
Coefficient of variation (CV)	0.27196115
Kurtosis	-0.18198285
Mean	12.0631
Median Absolute Deviation (MAD)	2
Skewness	-0.034235866
Sum	1425774
Variance	10.762957
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
10	14465	11.9%
11	14413	11.8%
12	12977	10.6%
13	11765	9.7%
14	10702	8.8%
9	10525	8.6%
15	9614	7.9%
16	7739	6.4%
17	5843	4.8%
8	5821	4.8%
Other values (14)	14329	11.8%
(Missing)	3663	3.0%

Value	Count	Frequency (%)
0	26	< 0.1%
1	28	< 0.1%
2	112	0.1%
3	506	0.4%
4	854	0.7%
5	1437	1.2%
6	2247	1.8%
7	3441	2.8%
8	5821	4.8%
9	10525	8.6%

Value	Count	Frequency (%)
23	14	< 0.1%
22	67	0.1%
21	164	0.1%
20	494	0.4%
19	1464	1.2%
18	3475	2.9%
17	5843	4.8%
16	7739	6.4%
15	9614	7.9%
14	10702	8.8%

Client_Permanent_Match_Tag
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	119.1 KiB

True	112454
False	9402

Value	Count	Frequency (%)
True	112454	92.3%
False	9402	7.7%

Client_Contact_Work_Tag
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	119.1 KiB

True	100015
False	21841

Value	Count	Frequency (%)
True	100015	82.1%
False	21841	17.9%

Type_Organization
Text

Missing

Distinct	57
Distinct (%)	0.1%
Missing	24694
Missing (%)	20.3%
Memory size	7.4 MiB

Length

Max length	22
Median length	19
Mean length	14.63108
Min length	4

Characters and Unicode

Total characters	1421585
Distinct characters	50
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Self-employed
2nd row	Government
3rd row	Self-employed
4th row	Business Entity Type 3
5th row	Other

Value	Count	Frequency (%)
type	47072	20.9%
business	32718	14.5%
entity	32718	14.5%
3	29353	13.1%
self-employed	14725	6.5%
other	6290	2.8%
2	5826	2.6%
trade	5458	2.4%
industry	5431	2.4%
medicine	4320	1.9%
Other values (39)	40988	18.2%

Most occurring characters

Value	Count	Frequency (%)
e	167728	11.8%
	127737	9.0%
t	116094	8.2%
s	115506	8.1%
y	104149	7.3%
n	102473	7.2%
i	92019	6.5%
p	65262	4.6%
u	47183	3.3%
r	45109	3.2%
Other values (40)	438325	30.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1421585	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	167728	11.8%
	127737	9.0%
t	116094	8.2%
s	115506	8.1%
y	104149	7.3%
n	102473	7.2%
i	92019	6.5%
p	65262	4.6%
u	47183	3.3%
r	45109	3.2%
Other values (40)	438325	30.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1421585	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	167728	11.8%
	127737	9.0%
t	116094	8.2%
s	115506	8.1%
y	104149	7.3%
n	102473	7.2%
i	92019	6.5%
p	65262	4.6%
u	47183	3.3%
r	45109	3.2%
Other values (40)	438325	30.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1421585	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	167728	11.8%
	127737	9.0%
t	116094	8.2%
s	115506	8.1%
y	104149	7.3%
n	102473	7.2%
i	92019	6.5%
p	65262	4.6%
u	47183	3.3%
r	45109	3.2%
Other values (40)	438325	30.8%

Score_Source_1
Real number (ℝ)

High correlation Missing

Distinct	43968
Distinct (%)	82.9%
Missing	68835
Missing (%)	56.5%
Infinite	0
Infinite (%)	0.0%
Mean	0.50121293

Minimum	0.014568132
Maximum	0.94574129
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	0.014568132
5-th percentile	0.15787192
Q1	0.33348052
median	0.50465669
Q3	0.67389006
95-th percentile	0.83137473
Maximum	0.94574129
Range	0.93117316
Interquartile range (IQR)	0.34040954

Descriptive statistics

Standard deviation	0.21120445
Coefficient of variation (CV)	0.42138668
Kurtosis	-0.96855606
Mean	0.50121293
Median Absolute Deviation (MAD)	0.1702147
Skewness	-0.067090432
Sum	26574.81
Variance	0.044607319
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.592852493	5	< 0.1%
0.651465287	5	< 0.1%
0.468183846	5	< 0.1%
0.533412711	5	< 0.1%
0.716766447	5	< 0.1%
0.270675413	5	< 0.1%
0.448626099	4	< 0.1%
0.849779639	4	< 0.1%
0.334323941	4	< 0.1%
0.589109	4	< 0.1%
Other values (43958)	52975	43.5%
(Missing)	68835	56.5%

Value	Count	Frequency (%)
0.014568132	1	< 0.1%
0.017176539	1	< 0.1%
0.017394409	1	< 0.1%
0.017896805	1	< 0.1%
0.018333565	2	< 0.1%
0.01919138	1	< 0.1%
0.019495375	1	< 0.1%
0.020057908	1	< 0.1%
0.022139338	1	< 0.1%
0.022321291	1	< 0.1%

Value	Count	Frequency (%)
0.945741288	2	< 0.1%
0.943982239	1	< 0.1%
0.942680454	2	< 0.1%
0.942333186	1	< 0.1%
0.941652145	1	< 0.1%
0.94143272	1	< 0.1%
0.93951178	1	< 0.1%
0.939097027	1	< 0.1%
0.93820318	1	< 0.1%
0.936037582	1	< 0.1%

Score_Source_2
Real number (ℝ)

Missing

Distinct	67015
Distinct (%)	57.7%
Missing	5692
Missing (%)	4.7%
Infinite	0
Infinite (%)	0.0%
Mean	0.5134865

Minimum	5 × 10^-6
Maximum	0.85499967
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	5 × 10^-6
5-th percentile	0.13208237
Q1	0.39015524
median	0.56497276
Q3	0.66399408
95-th percentile	0.74799392
Maximum	0.85499967
Range	0.85499467
Interquartile range (IQR)	0.27383884

Descriptive statistics

Standard deviation	0.191827
Coefficient of variation (CV)	0.3735775
Kurtosis	-0.30777758
Mean	0.5134865
Median Absolute Deviation (MAD)	0.1203024
Skewness	-0.77936627
Sum	59648.646
Variance	0.036797599
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.285897872	269	0.2%
0.262258369	137	0.1%
0.159679234	135	0.1%
0.26525634	124	0.1%
0.265311748	116	0.1%
0.263143591	99	0.1%
0.162192106	87	0.1%
0.162144568	86	0.1%
0.160405321	85	0.1%
0.266519775	84	0.1%
Other values (67005)	114942	94.3%
(Missing)	5692	4.7%

Value	Count	Frequency (%)
5 × 10^-6	1	< 0.1%
1.64 × 10^-5	1	< 0.1%
1.67 × 10^-5	2	< 0.1%
1.69 × 10^-5	2	< 0.1%
2.38 × 10^-5	1	< 0.1%
3.01 × 10^-5	1	< 0.1%
3.49 × 10^-5	2	< 0.1%
7.36 × 10^-5	1	< 0.1%
7.39 × 10^-5	1	< 0.1%
8.99 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
0.854999666	8	< 0.1%
0.821393627	1	< 0.1%
0.820609506	1	< 0.1%
0.820487147	1	< 0.1%
0.818575745	1	< 0.1%
0.818403562	1	< 0.1%
0.817367791	1	< 0.1%
0.815647763	1	< 0.1%
0.815601725	1	< 0.1%
0.81537469	1	< 0.1%

Score_Source_3
Real number (ℝ)

Missing

Distinct	771
Distinct (%)	0.8%
Missing	26922
Missing (%)	22.1%
Infinite	0
Infinite (%)	0.0%
Mean	0.51117958

Minimum	0.000527265
Maximum	0.89600955
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	0.000527265
5-th percentile	0.15474363
Q1	0.37233367
median	0.53706996
Q3	0.66745774
95-th percentile	0.78626661
Maximum	0.89600955
Range	0.89548228
Interquartile range (IQR)	0.29512408

Descriptive statistics

Standard deviation	0.19433267
Coefficient of variation (CV)	0.38016517
Kurtosis	-0.64559573
Mean	0.51117958
Median Absolute Deviation (MAD)	0.1442961
Skewness	-0.41420057
Sum	48528.322
Variance	0.037765189
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.746300213	567	0.5%
0.694092643	526	0.4%
0.7136314	509	0.4%
0.554946769	474	0.4%
0.670651753	470	0.4%
0.6577838	454	0.4%
0.595456203	438	0.4%
0.652896552	434	0.4%
0.6075573	432	0.4%
0.689479143	430	0.4%
Other values (761)	90200	74.0%
(Missing)	26922	22.1%

Value	Count	Frequency (%)
0.000527265	358	0.3%
0.017016872	1	< 0.1%
0.018658422	1	< 0.1%
0.020167989	1	< 0.1%
0.021491516	1	< 0.1%
0.021951292	2	< 0.1%
0.02242068	1	< 0.1%
0.022739039	3	< 0.1%
0.023224871	1	< 0.1%
0.023554373	1	< 0.1%

Value	Count	Frequency (%)
0.896009549	1	< 0.1%
0.893976075	2	< 0.1%
0.885488394	3	< 0.1%
0.882530313	13	< 0.1%
0.881026575	4	< 0.1%
0.88026848	18	< 0.1%
0.879506216	1	< 0.1%
0.878739767	4	< 0.1%
0.877194258	3	< 0.1%
0.874844253	1	< 0.1%

Social_Circle_Default
Real number (ℝ)

Missing

Distinct	1882
Distinct (%)	3.1%
Missing	61928
Missing (%)	50.8%
Infinite	0
Infinite (%)	0.0%
Mean	0.11742786

Minimum	0
Maximum	1
Zeros	294
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0.0082
Q1	0.0577
median	0.0887
Q3	0.1485
95-th percentile	0.3258
Maximum	1
Range	1
Interquartile range (IQR)	0.0908

Descriptive statistics

Standard deviation	0.10797382
Coefficient of variation (CV)	0.91949073
Kurtosis	11.585799
Mean	0.11742786
Median Absolute Deviation (MAD)	0.0433
Skewness	2.6564992
Sum	7037.2165
Variance	0.011658347
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0825	2648	2.2%
0.0619	2531	2.1%
0.0928	1763	1.4%
0.0722	1592	1.3%
0.0082	1397	1.1%
0.1031	1213	1.0%
0.0165	1207	1.0%
0.1485	1129	0.9%
0.0124	1070	0.9%
0.0742	897	0.7%
Other values (1872)	44481	36.5%
(Missing)	61928	50.8%

Value	Count	Frequency (%)
0	294	0.2%
0.001	65	0.1%
0.0015	3	< 0.1%
0.0021	342	0.3%
0.0024	1	< 0.1%
0.0026	4	< 0.1%
0.0031	163	0.1%
0.0034	1	< 0.1%
0.0036	3	< 0.1%
0.0038	2	< 0.1%

Value	Count	Frequency (%)
1	54	< 0.1%
0.9907	3	< 0.1%
0.9876	3	< 0.1%
0.9814	4	< 0.1%
0.9804	1	< 0.1%
0.9562	1	< 0.1%
0.9557	5	< 0.1%
0.9485	4	< 0.1%
0.9443	1	< 0.1%
0.9402	1	< 0.1%

Phone_Change
Real number (ℝ)

Missing

Distinct	3589
Distinct (%)	3.5%
Missing	18219
Missing (%)	15.0%
Infinite	0
Infinite (%)	0.0%
Mean	1097.2263

Minimum	1
Maximum	4185
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	1
5-th percentile	30
Q1	441
median	925
Q3	1662
95-th percentile	2571
Maximum	4185
Range	4184
Interquartile range (IQR)	1221

Descriptive statistics

Standard deviation	795.9692
Coefficient of variation (CV)	0.72543761
Kurtosis	-0.31785401
Mean	1097.2263
Median Absolute Deviation (MAD)	583
Skewness	0.65362721
Sum	1.1371324 × 10⁸
Variance	633566.97
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1104	0.9%
2	916	0.8%
3	645	0.5%
4	524	0.4%
5	322	0.3%
6	216	0.2%
7	179	0.1%
8	118	0.1%
448	94	0.1%
364	91	0.1%
Other values (3579)	99428	81.6%
(Missing)	18219	15.0%

Value	Count	Frequency (%)
1	1104	0.9%
2	916	0.8%
3	645	0.5%
4	524	0.4%
5	322	0.3%
6	216	0.2%
7	179	0.1%
8	118	0.1%
9	72	0.1%
10	72	0.1%

Value	Count	Frequency (%)
4185	1	< 0.1%
4153	1	< 0.1%
4128	2	< 0.1%
4121	1	< 0.1%
4092	2	< 0.1%
4070	2	< 0.1%
4051	1	< 0.1%
4033	2	< 0.1%
4021	1	< 0.1%
4020	1	< 0.1%

Credit_Bureau
Real number (ℝ)

Missing Zeros

Distinct	21
Distinct (%)	< 0.1%
Missing	18540
Missing (%)	15.2%
Infinite	0
Infinite (%)	0.0%
Mean	1.8910817

Minimum	0
Maximum	22
Zeros	28003
Zeros (%)	23.0%
Negative	0
Negative (%)	0.0%
Memory size	952.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	6
Maximum	22
Range	22
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.8619212
Coefficient of variation (CV)	0.98457999
Kurtosis	2.1558673
Mean	1.8910817
Median Absolute Deviation (MAD)	1
Skewness	1.2593187
Sum	195379
Variance	3.4667506
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	28003	23.0%
1	24572	20.2%
2	19606	16.1%
3	13102	10.8%
4	7978	6.5%
5	4671	3.8%
6	2660	2.2%
7	1421	1.2%
8	832	0.7%
9	422	0.3%
Other values (11)	49	< 0.1%
(Missing)	18540	15.2%

Value	Count	Frequency (%)
0	28003	23.0%
1	24572	20.2%
2	19606	16.1%
3	13102	10.8%
4	7978	6.5%
5	4671	3.8%
6	2660	2.2%
7	1421	1.2%
8	832	0.7%
9	422	0.3%

Value	Count	Frequency (%)
22	1	< 0.1%
21	2	< 0.1%
19	5	< 0.1%
17	2	< 0.1%
16	1	< 0.1%
15	3	< 0.1%
14	6	< 0.1%
13	6	< 0.1%
12	2	< 0.1%
11	11	< 0.1%

Default
Categorical

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.7 MiB

0	112011
1	9845

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	121856
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	112011	91.9%
1	9845	8.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	112011	91.9%
1	9845	8.1%

Most occurring characters

Value	Count	Frequency (%)
0	112011	91.9%
1	9845	8.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	112011	91.9%
1	9845	8.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	112011	91.9%
1	9845	8.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	121856	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	112011	91.9%
1	9845	8.1%

Interactions

Correlations

	ID	Client_Income	Car_Owned	Bike_Owned	Active_Loan	House_Own	Child_Count	Credit_Amount	Loan_Annuity	Population_Region_Relative	Age_Days	Employed_Days	Registration_Days	ID_Days	Own_House_Age	Mobile_Tag	Homephone_Tag	Workphone_Working	Client_Family_Members	Cleint_City_Rating	Application_Process_Day	Application_Process_Hour	Score_Source_1	Score_Source_2	Score_Source_3	Social_Circle_Default	Phone_Change	Credit_Bureau	Default
ID	1.000	0.001	-0.004	-0.001	-0.001	0.001	-0.008	-0.001	-0.001	0.001	0.005	0.002	0.004	0.004	0.004	-0.002	-0.006	0.004	-0.006	-0.002	0.002	-0.001	-0.002	-0.006	-0.004	0.003	0.000	0.002	0.000
Client_Income	0.001	1.000	0.222	-0.003	0.002	0.008	0.034	0.413	0.482	0.095	-0.084	0.063	-0.071	-0.035	-0.223	0.001	-0.064	-0.015	0.038	-0.229	-0.005	0.102	0.077	0.175	-0.090	0.112	0.046	0.063	-0.019
Car_Owned	-0.004	0.222	1.000	-0.000	-0.002	-0.008	0.106	0.110	0.141	0.044	-0.129	0.004	-0.073	-0.016	NaN	-0.004	0.011	-0.009	0.157	-0.022	-0.005	0.015	-0.059	0.051	-0.009	0.024	0.029	-0.032	-0.023
Bike_Owned	-0.001	-0.003	-0.000	1.000	0.002	0.002	0.003	0.005	-0.000	0.000	0.000	-0.000	-0.004	0.000	0.007	-0.004	-0.002	-0.006	0.004	0.000	-0.004	0.001	-0.005	-0.005	-0.005	-0.001	-0.005	-0.001	0.000
Active_Loan	-0.001	0.002	-0.002	0.002	1.000	-0.006	0.001	-0.000	-0.002	0.004	0.000	-0.001	-0.000	0.001	-0.005	0.003	0.001	0.000	-0.002	-0.003	0.002	0.004	-0.001	0.001	0.003	0.007	0.007	0.008	0.000
House_Own	0.001	0.008	-0.008	0.002	-0.006	1.000	-0.007	-0.038	-0.006	0.023	0.122	0.029	0.017	-0.002	-0.009	-0.002	-0.112	-0.040	0.007	0.004	0.011	-0.102	0.079	0.002	0.036	0.014	0.017	0.070	-0.001
Child_Count	-0.008	0.034	0.106	0.003	0.001	-0.007	1.000	-0.000	0.024	-0.032	-0.366	-0.031	-0.175	0.015	0.005	0.002	0.049	-0.035	0.812	0.022	-0.000	-0.003	-0.153	-0.018	-0.046	-0.013	0.013	-0.038	0.022
Credit_Amount	-0.001	0.413	0.110	0.005	-0.000	-0.038	-0.000	1.000	0.830	0.054	0.064	0.105	-0.005	0.006	-0.104	0.002	-0.034	0.022	0.074	-0.095	-0.004	0.051	0.159	0.126	0.023	0.052	0.075	-0.034	-0.017
Loan_Annuity	-0.001	0.482	0.141	-0.000	-0.002	-0.006	0.024	0.830	1.000	0.055	-0.009	0.070	-0.036	-0.016	-0.105	-0.000	-0.031	0.008	0.091	-0.127	-0.000	0.056	0.112	0.124	0.012	0.065	0.076	0.001	0.000
Population_Region_Relative	0.001	0.095	0.044	0.000	0.004	0.023	-0.032	0.054	0.055	1.000	0.039	0.000	0.035	0.015	-0.132	0.002	-0.016	0.065	-0.021	-0.428	-0.005	0.128	0.078	0.189	0.001	0.157	0.044	0.007	-0.029
Age_Days	0.005	-0.084	-0.129	0.000	0.000	0.122	-0.366	0.064	-0.009	0.039	1.000	0.305	0.292	0.264	0.021	0.005	-0.167	0.039	-0.272	-0.005	0.011	-0.094	0.598	0.102	0.206	0.004	0.111	0.062	-0.074
Employed_Days	0.002	0.063	0.004	-0.000	-0.001	0.029	-0.031	0.105	0.070	0.000	0.305	1.000	0.121	0.110	-0.046	0.005	0.019	0.056	0.017	0.007	-0.002	-0.021	0.234	0.112	0.136	-0.000	0.186	0.025	-0.081
Registration_Days	0.004	-0.071	-0.073	-0.004	-0.000	0.017	-0.175	-0.005	-0.036	0.035	0.292	0.121	1.000	0.096	0.039	-0.000	-0.046	0.075	-0.154	-0.069	0.001	0.014	0.159	0.065	0.107	-0.007	0.076	0.019	-0.037
ID_Days	0.004	-0.035	-0.016	0.000	0.001	-0.002	0.015	0.006	-0.016	0.015	0.264	0.110	0.096	1.000	0.009	0.004	-0.050	0.036	0.011	0.012	0.003	-0.033	0.136	0.052	0.139	0.005	0.115	0.032	-0.056
Own_House_Age	0.004	-0.223	NaN	0.007	-0.005	-0.009	0.005	-0.104	-0.105	-0.132	0.021	-0.046	0.039	0.009	1.000	-0.006	-0.016	-0.060	0.007	0.168	0.018	-0.129	-0.128	-0.130	0.023	-0.080	0.044	0.025	0.053
Mobile_Tag	-0.002	0.001	-0.004	-0.004	0.003	-0.002	0.002	0.002	-0.000	0.002	0.005	0.005	-0.000	0.004	-0.006	1.000	0.001	0.002	0.000	0.000	-0.003	-0.001	NaN	NaN	NaN	-0.003	NaN	NaN	0.001
Homephone_Tag	-0.006	-0.064	0.011	-0.002	0.001	-0.112	0.049	-0.034	-0.031	-0.016	-0.167	0.019	-0.046	-0.050	-0.016	0.001	1.000	0.290	0.065	0.014	-0.016	0.030	-0.077	-0.021	-0.061	-0.026	0.013	-0.072	0.022
Workphone_Working	0.004	-0.015	-0.009	-0.006	0.000	-0.040	-0.035	0.022	0.008	0.065	0.039	0.056	0.075	0.036	-0.060	0.002	0.290	1.000	-0.013	-0.078	-0.011	0.055	0.076	0.068	0.003	0.056	0.058	-0.026	-0.026
Client_Family_Members	-0.006	0.038	0.157	0.004	-0.002	0.007	0.812	0.074	0.091	-0.021	-0.272	0.017	-0.154	0.011	0.007	0.000	0.065	-0.013	1.000	0.031	0.002	-0.013	-0.098	-0.000	-0.025	-0.009	0.036	-0.019	0.009
Cleint_City_Rating	-0.002	-0.229	-0.022	0.000	-0.003	0.004	0.022	-0.095	-0.127	-0.428	-0.005	0.007	-0.069	0.012	0.168	0.000	0.014	-0.078	0.031	1.000	0.010	-0.258	-0.112	-0.317	-0.011	-0.152	-0.010	0.017	0.059
Application_Process_Day	0.002	-0.005	-0.005	-0.004	0.002	0.011	-0.000	-0.004	-0.000	-0.005	0.011	-0.002	0.001	0.003	0.018	-0.003	-0.016	-0.011	0.002	0.010	1.000	-0.025	0.003	-0.000	0.000	0.002	-0.004	0.006	0.006
Application_Process_Hour	-0.001	0.102	0.015	0.001	0.004	-0.102	-0.003	0.051	0.056	0.128	-0.094	-0.021	0.014	-0.033	-0.129	-0.001	0.030	0.055	-0.013	-0.258	-0.025	1.000	0.034	0.164	-0.038	0.080	-0.010	-0.035	-0.023
Score_Source_1	-0.002	0.077	-0.059	-0.005	-0.001	0.079	-0.153	0.159	0.112	0.078	0.598	0.234	0.159	0.136	-0.128	NaN	-0.077	0.076	-0.098	-0.112	0.003	0.034	1.000	0.226	0.183	0.058	0.132	0.011	-0.143
Score_Source_2	-0.006	0.175	0.051	-0.005	0.001	0.002	-0.018	0.126	0.124	0.189	0.102	0.112	0.065	0.052	-0.130	NaN	-0.021	0.068	-0.000	-0.317	-0.000	0.164	0.226	1.000	0.107	0.097	0.164	-0.025	-0.143
Score_Source_3	-0.004	-0.090	-0.009	-0.005	0.003	0.036	-0.046	0.023	0.012	0.001	0.206	0.136	0.107	0.139	0.023	NaN	-0.061	0.003	-0.025	-0.011	0.000	-0.038	0.183	0.107	1.000	0.004	0.104	-0.062	-0.162
Social_Circle_Default	0.003	0.112	0.024	-0.001	0.007	0.014	-0.013	0.052	0.065	0.157	0.004	-0.000	-0.007	0.005	-0.080	-0.003	-0.026	0.056	-0.009	-0.152	0.002	0.080	0.058	0.097	0.004	1.000	-0.006	-0.021	-0.042
Phone_Change	0.000	0.046	0.029	-0.005	0.007	0.017	0.013	0.075	0.076	0.044	0.111	0.186	0.076	0.115	0.044	NaN	0.013	0.058	0.036	-0.010	-0.004	-0.010	0.132	0.164	0.104	-0.006	1.000	0.132	-0.055
Credit_Bureau	0.002	0.063	-0.032	-0.001	0.008	0.070	-0.038	-0.034	0.001	0.007	0.062	0.025	0.019	0.032	0.025	NaN	-0.072	-0.026	-0.019	0.017	0.006	-0.035	0.011	-0.025	-0.062	-0.021	0.132	1.000	0.017
Default	0.000	-0.019	-0.023	0.000	0.000	-0.001	0.022	-0.017	0.000	-0.029	-0.074	-0.081	-0.037	-0.056	0.053	0.001	0.022	-0.026	0.009	0.059	0.006	-0.023	-0.143	-0.143	-0.162	-0.042	-0.055	0.017	1.000

	ID	Client_Income	Car_Owned	Bike_Owned	Active_Loan	House_Own	Child_Count	Credit_Amount	Loan_Annuity	Population_Region_Relative	Age_Days	Employed_Days	Registration_Days	ID_Days	Own_House_Age	Mobile_Tag	Homephone_Tag	Workphone_Working	Client_Family_Members	Cleint_City_Rating	Application_Process_Day	Application_Process_Hour	Score_Source_1	Score_Source_2	Score_Source_3	Social_Circle_Default	Phone_Change	Credit_Bureau	Default
ID	1.000	0.003	-0.004	-0.001	-0.001	0.001	-0.009	-0.003	-0.002	-0.000	0.005	0.003	0.004	0.004	0.004	-0.002	-0.006	0.004	-0.007	-0.002	0.002	-0.002	-0.002	-0.005	-0.004	0.005	0.001	0.003	0.000
Client_Income	0.003	1.000	0.173	-0.004	0.001	0.004	0.026	0.326	0.402	0.158	-0.052	0.033	-0.060	-0.024	-0.114	0.001	-0.040	0.001	0.030	-0.192	-0.002	0.078	0.071	0.132	-0.070	0.103	0.030	0.030	-0.022
Car_Owned	-0.004	0.173	1.000	-0.000	-0.002	-0.008	0.101	0.115	0.141	0.040	-0.132	-0.019	-0.084	-0.015	NaN	-0.004	0.011	-0.009	0.149	-0.022	-0.005	0.014	-0.058	0.054	-0.007	0.024	0.033	-0.037	-0.023
Bike_Owned	-0.001	-0.004	-0.000	1.000	0.002	0.002	0.002	0.005	-0.001	-0.000	0.000	-0.000	-0.005	0.000	0.005	-0.004	-0.002	-0.006	0.003	0.000	-0.004	0.002	-0.005	-0.005	-0.005	-0.005	-0.006	-0.001	0.000
Active_Loan	-0.001	0.001	-0.002	0.002	1.000	-0.006	0.002	0.000	-0.001	0.006	0.001	0.002	-0.001	0.001	-0.006	0.003	0.001	0.000	-0.001	-0.003	0.001	0.004	-0.001	0.002	0.003	0.007	0.007	0.009	0.000
House_Own	0.001	0.004	-0.008	0.002	-0.006	1.000	-0.003	-0.040	-0.003	0.009	0.120	0.035	0.024	-0.007	0.001	-0.002	-0.112	-0.040	0.008	0.004	0.012	-0.105	0.080	0.001	0.034	0.010	0.005	0.067	-0.001
Child_Count	-0.009	0.026	0.101	0.002	0.002	-0.003	1.000	-0.001	0.021	-0.030	-0.326	-0.061	-0.179	0.024	0.004	0.002	0.052	-0.030	0.880	0.025	0.001	-0.010	-0.135	-0.015	-0.040	-0.009	0.010	-0.037	0.020
Credit_Amount	-0.003	0.326	0.115	0.005	0.000	-0.040	-0.001	1.000	0.769	0.103	0.054	0.088	-0.009	0.005	-0.095	0.002	-0.022	0.030	0.059	-0.111	-0.005	0.054	0.166	0.130	0.041	0.065	0.065	-0.048	-0.031
Loan_Annuity	-0.002	0.402	0.141	-0.001	-0.001	-0.003	0.021	0.769	1.000	0.119	-0.010	0.050	-0.038	-0.012	-0.095	0.000	-0.027	0.013	0.072	-0.141	0.000	0.055	0.122	0.123	0.026	0.079	0.064	-0.013	-0.012
Population_Region_Relative	-0.000	0.158	0.040	-0.000	0.006	0.009	-0.030	0.103	0.119	1.000	0.033	-0.006	0.051	0.004	-0.078	0.002	-0.018	0.095	-0.028	-0.533	-0.006	0.172	0.097	0.201	-0.004	0.208	0.045	0.002	-0.035
Age_Days	0.005	-0.052	-0.132	0.000	0.001	0.120	-0.326	0.054	-0.010	0.033	1.000	0.349	0.330	0.273	-0.005	0.005	-0.171	0.038	-0.277	-0.005	0.011	-0.091	0.597	0.092	0.206	-0.002	0.111	0.072	-0.074
Employed_Days	0.003	0.033	-0.019	-0.000	0.002	0.035	-0.061	0.088	0.050	-0.006	0.349	1.000	0.167	0.089	-0.034	0.003	0.015	0.056	-0.029	0.009	-0.001	-0.016	0.253	0.095	0.131	-0.001	0.153	0.003	-0.076
Registration_Days	0.004	-0.060	-0.084	-0.005	-0.001	0.024	-0.179	-0.009	-0.038	0.051	0.330	0.167	1.000	0.102	0.027	0.000	-0.059	0.072	-0.170	-0.072	0.002	0.013	0.184	0.061	0.109	-0.016	0.073	0.024	-0.039
ID_Days	0.004	-0.024	-0.015	0.000	0.001	-0.007	0.024	0.005	-0.012	0.004	0.273	0.089	0.102	1.000	-0.005	0.004	-0.047	0.035	0.017	0.011	0.003	-0.027	0.133	0.051	0.138	0.010	0.118	0.033	-0.054
Own_House_Age	0.004	-0.114	NaN	0.005	-0.006	0.001	0.004	-0.095	-0.095	-0.078	-0.005	-0.034	0.027	-0.005	1.000	-0.004	-0.054	-0.063	-0.015	0.089	0.015	-0.068	-0.085	-0.077	-0.014	-0.050	0.020	-0.010	0.048
Mobile_Tag	-0.002	0.001	-0.004	-0.004	0.003	-0.002	0.002	0.002	0.000	0.002	0.005	0.003	0.000	0.004	-0.004	1.000	0.001	0.002	0.000	0.000	-0.003	-0.001	NaN	NaN	NaN	-0.000	NaN	NaN	0.001
Homephone_Tag	-0.006	-0.040	0.011	-0.002	0.001	-0.112	0.052	-0.022	-0.027	-0.018	-0.171	0.015	-0.059	-0.047	-0.054	0.001	1.000	0.290	0.066	0.014	-0.017	0.037	-0.076	-0.021	-0.062	-0.014	0.011	-0.077	0.022
Workphone_Working	0.004	0.001	-0.009	-0.006	0.000	-0.040	-0.030	0.030	0.013	0.095	0.038	0.056	0.072	0.035	-0.063	0.002	0.290	1.000	-0.015	-0.079	-0.011	0.062	0.077	0.060	0.002	0.058	0.059	-0.030	-0.026
Client_Family_Members	-0.007	0.030	0.149	0.003	-0.001	0.008	0.880	0.059	0.072	-0.028	-0.277	-0.029	-0.170	0.017	-0.015	0.000	0.066	-0.015	1.000	0.032	0.003	-0.015	-0.096	0.000	-0.026	-0.004	0.030	-0.025	0.011
Cleint_City_Rating	-0.002	-0.192	-0.022	0.000	-0.003	0.004	0.025	-0.111	-0.141	-0.533	-0.005	0.009	-0.072	0.011	0.089	0.000	0.014	-0.079	0.032	1.000	0.010	-0.267	-0.113	-0.289	-0.008	-0.175	-0.022	0.013	0.059
Application_Process_Day	0.002	-0.002	-0.005	-0.004	0.001	0.012	0.001	-0.005	0.000	-0.006	0.011	-0.001	0.002	0.003	0.015	-0.003	-0.017	-0.011	0.003	0.010	1.000	-0.026	0.003	-0.001	0.002	0.001	-0.003	0.003	0.006
Application_Process_Hour	-0.002	0.078	0.014	0.002	0.004	-0.105	-0.010	0.054	0.055	0.172	-0.091	-0.016	0.013	-0.027	-0.068	-0.001	0.037	0.062	-0.015	-0.267	-0.026	1.000	0.037	0.158	-0.040	0.087	0.001	-0.027	-0.024
Score_Source_1	-0.002	0.071	-0.058	-0.005	-0.001	0.080	-0.135	0.166	0.122	0.097	0.597	0.253	0.184	0.133	-0.085	NaN	-0.076	0.077	-0.096	-0.113	0.003	0.037	1.000	0.219	0.188	0.055	0.138	0.012	-0.147
Score_Source_2	-0.005	0.132	0.054	-0.005	0.002	0.001	-0.015	0.130	0.123	0.201	0.092	0.095	0.061	0.051	-0.077	NaN	-0.021	0.060	0.000	-0.289	-0.001	0.158	0.219	1.000	0.111	0.089	0.161	-0.026	-0.155
Score_Source_3	-0.004	-0.070	-0.007	-0.005	0.003	0.034	-0.040	0.041	0.026	-0.004	0.206	0.131	0.109	0.138	-0.014	NaN	-0.062	0.002	-0.026	-0.008	0.002	-0.040	0.188	0.111	1.000	0.005	0.107	-0.075	-0.176
Social_Circle_Default	0.005	0.103	0.024	-0.005	0.007	0.010	-0.009	0.065	0.079	0.208	-0.002	-0.001	-0.016	0.010	-0.050	-0.000	-0.014	0.058	-0.004	-0.175	0.001	0.087	0.055	0.089	0.005	1.000	0.003	-0.021	-0.033
Phone_Change	0.001	0.030	0.033	-0.006	0.007	0.005	0.010	0.065	0.064	0.045	0.111	0.153	0.073	0.118	0.020	NaN	0.011	0.059	0.030	-0.022	-0.003	0.001	0.138	0.161	0.107	0.003	1.000	0.091	-0.054
Credit_Bureau	0.003	0.030	-0.037	-0.001	0.009	0.067	-0.037	-0.048	-0.013	0.002	0.072	0.003	0.024	0.033	-0.010	NaN	-0.077	-0.030	-0.025	0.013	0.003	-0.027	0.012	-0.026	-0.075	-0.021	0.091	1.000	0.020
Default	0.000	-0.022	-0.023	0.000	0.000	-0.001	0.020	-0.031	-0.012	-0.035	-0.074	-0.076	-0.039	-0.054	0.048	0.001	0.022	-0.026	0.011	0.059	0.006	-0.024	-0.147	-0.155	-0.176	-0.033	-0.054	0.020	1.000

	ID	Client_Income	Car_Owned	Bike_Owned	Active_Loan	House_Own	Child_Count	Credit_Amount	Loan_Annuity	Population_Region_Relative	Age_Days	Employed_Days	Registration_Days	ID_Days	Own_House_Age	Mobile_Tag	Homephone_Tag	Workphone_Working	Client_Family_Members	Cleint_City_Rating	Application_Process_Day	Application_Process_Hour	Score_Source_1	Score_Source_2	Score_Source_3	Social_Circle_Default	Phone_Change	Credit_Bureau	Default
ID	1.000	0.001	-0.003	-0.001	-0.001	0.000	-0.006	-0.001	-0.001	0.001	0.003	0.002	0.003	0.002	0.003	-0.002	-0.005	0.003	-0.005	-0.002	0.001	-0.001	-0.001	-0.004	-0.003	0.002	0.000	0.001	0.000
Client_Income	0.001	1.000	0.186	-0.003	0.002	0.007	0.028	0.292	0.343	0.065	-0.057	0.043	-0.049	-0.024	-0.157	0.001	-0.053	-0.013	0.029	-0.187	-0.004	0.073	0.053	0.121	-0.062	0.077	0.032	0.047	-0.016
Car_Owned	-0.003	0.186	1.000	-0.000	-0.002	-0.008	0.102	0.090	0.115	0.036	-0.105	0.004	-0.060	-0.013	NaN	-0.004	0.011	-0.009	0.146	-0.022	-0.004	0.013	-0.048	0.041	-0.008	0.019	0.024	-0.028	-0.023
Bike_Owned	-0.001	-0.003	-0.000	1.000	0.002	0.002	0.003	0.004	-0.000	0.000	0.000	-0.000	-0.004	0.000	0.006	-0.004	-0.002	-0.006	0.004	0.000	-0.003	0.001	-0.004	-0.004	-0.004	-0.001	-0.004	-0.001	0.000
Active_Loan	-0.001	0.002	-0.002	0.002	1.000	-0.006	0.001	-0.000	-0.001	0.004	0.000	-0.001	-0.000	0.001	-0.004	0.003	0.001	0.000	-0.002	-0.003	0.002	0.004	-0.001	0.001	0.002	0.005	0.005	0.007	0.000
House_Own	0.000	0.007	-0.008	0.002	-0.006	1.000	-0.007	-0.031	-0.005	0.019	0.099	0.024	0.014	-0.002	-0.008	-0.002	-0.112	-0.040	0.007	0.003	0.010	-0.086	0.065	0.002	0.030	0.012	0.013	0.062	-0.001
Child_Count	-0.006	0.028	0.102	0.003	0.001	-0.007	1.000	-0.000	0.019	-0.025	-0.289	-0.024	-0.138	0.012	0.004	0.002	0.047	-0.034	0.777	0.021	-0.000	-0.002	-0.119	-0.015	-0.036	-0.010	0.010	-0.033	0.021
Credit_Amount	-0.001	0.292	0.090	0.004	-0.000	-0.031	-0.000	1.000	0.641	0.037	0.043	0.070	-0.004	0.004	-0.071	0.002	-0.028	0.018	0.057	-0.076	-0.003	0.035	0.107	0.085	0.016	0.035	0.050	-0.025	-0.014
Loan_Annuity	-0.001	0.343	0.115	-0.000	-0.001	-0.005	0.019	0.641	1.000	0.037	-0.006	0.047	-0.024	-0.011	-0.072	-0.000	-0.026	0.007	0.069	-0.100	-0.000	0.039	0.075	0.083	0.008	0.043	0.051	0.001	0.000
Population_Region_Relative	0.001	0.065	0.036	0.000	0.004	0.019	-0.025	0.037	0.037	1.000	0.026	0.000	0.024	0.010	-0.091	0.002	-0.013	0.053	-0.016	-0.353	-0.004	0.092	0.053	0.129	0.001	0.107	0.030	0.005	-0.024
Age_Days	0.003	-0.057	-0.105	0.000	0.000	0.099	-0.289	0.043	-0.006	0.026	1.000	0.209	0.202	0.221	0.014	0.004	-0.136	0.032	-0.216	-0.004	0.008	-0.065	0.422	0.069	0.138	0.003	0.074	0.045	-0.060
Employed_Days	0.002	0.043	0.004	-0.000	-0.001	0.024	-0.024	0.070	0.047	0.000	0.209	1.000	0.081	0.074	-0.031	0.004	0.015	0.046	0.012	0.006	-0.002	-0.015	0.157	0.075	0.092	-0.000	0.127	0.018	-0.066
Registration_Days	0.003	-0.049	-0.060	-0.004	-0.000	0.014	-0.138	-0.004	-0.024	0.024	0.202	0.081	1.000	0.065	0.026	-0.000	-0.037	0.062	-0.118	-0.054	0.001	0.009	0.106	0.043	0.072	-0.005	0.051	0.014	-0.030
ID_Days	0.002	-0.024	-0.013	0.000	0.001	-0.002	0.012	0.004	-0.011	0.010	0.221	0.074	0.065	1.000	0.006	0.003	-0.041	0.029	0.008	0.009	0.002	-0.023	0.090	0.035	0.093	0.004	0.077	0.023	-0.045
Own_House_Age	0.003	-0.157	NaN	0.006	-0.004	-0.008	0.004	-0.071	-0.072	-0.091	0.014	-0.031	0.026	0.006	1.000	-0.005	-0.013	-0.050	0.005	0.137	0.013	-0.092	-0.087	-0.089	0.016	-0.055	0.030	0.019	0.044
Mobile_Tag	-0.002	0.001	-0.004	-0.004	0.003	-0.002	0.002	0.002	-0.000	0.002	0.004	0.004	-0.000	0.003	-0.005	1.000	0.001	0.002	0.000	0.000	-0.003	-0.001	NaN	NaN	NaN	-0.002	NaN	NaN	0.001
Homephone_Tag	-0.005	-0.053	0.011	-0.002	0.001	-0.112	0.047	-0.028	-0.026	-0.013	-0.136	0.015	-0.037	-0.041	-0.013	0.001	1.000	0.290	0.060	0.013	-0.014	0.026	-0.063	-0.017	-0.050	-0.021	0.011	-0.064	0.022
Workphone_Working	0.003	-0.013	-0.009	-0.006	0.000	-0.040	-0.034	0.018	0.007	0.053	0.032	0.046	0.062	0.029	-0.050	0.002	0.290	1.000	-0.012	-0.076	-0.010	0.046	0.062	0.055	0.002	0.046	0.048	-0.023	-0.026
Client_Family_Members	-0.005	0.029	0.146	0.004	-0.002	0.007	0.777	0.057	0.069	-0.016	-0.216	0.012	-0.118	0.008	0.005	0.000	0.060	-0.012	1.000	0.028	0.001	-0.011	-0.075	-0.000	-0.019	-0.007	0.027	-0.016	0.008
Cleint_City_Rating	-0.002	-0.187	-0.022	0.000	-0.003	0.003	0.021	-0.076	-0.100	-0.353	-0.004	0.006	-0.054	0.009	0.137	0.000	0.013	-0.076	0.028	1.000	0.009	-0.215	-0.089	-0.255	-0.009	-0.121	-0.008	0.015	0.057
Application_Process_Day	0.001	-0.004	-0.004	-0.003	0.002	0.010	-0.000	-0.003	-0.000	-0.004	0.008	-0.002	0.001	0.002	0.013	-0.003	-0.014	-0.010	0.001	0.009	1.000	-0.018	0.002	-0.000	0.000	0.002	-0.003	0.005	0.005
Application_Process_Hour	-0.001	0.073	0.013	0.001	0.004	-0.086	-0.002	0.035	0.039	0.092	-0.065	-0.015	0.009	-0.023	-0.092	-0.001	0.026	0.046	-0.011	-0.215	-0.018	1.000	0.024	0.114	-0.027	0.056	-0.007	-0.026	-0.019
Score_Source_1	-0.001	0.053	-0.048	-0.004	-0.001	0.065	-0.119	0.107	0.075	0.053	0.422	0.157	0.106	0.090	-0.087	NaN	-0.063	0.062	-0.075	-0.089	0.002	0.024	1.000	0.152	0.122	0.039	0.088	0.008	-0.117
Score_Source_2	-0.004	0.121	0.041	-0.004	0.001	0.002	-0.015	0.085	0.083	0.129	0.069	0.075	0.043	0.035	-0.089	NaN	-0.017	0.055	-0.000	-0.255	-0.000	0.114	0.152	1.000	0.071	0.065	0.110	-0.018	-0.117
Score_Source_3	-0.003	-0.062	-0.008	-0.004	0.002	0.030	-0.036	0.016	0.008	0.001	0.138	0.092	0.072	0.093	0.016	NaN	-0.050	0.002	-0.019	-0.009	0.000	-0.027	0.122	0.071	1.000	0.003	0.070	-0.045	-0.133
Social_Circle_Default	0.002	0.077	0.019	-0.001	0.005	0.012	-0.010	0.035	0.043	0.107	0.003	-0.000	-0.005	0.004	-0.055	-0.002	-0.021	0.046	-0.007	-0.121	0.002	0.056	0.039	0.065	0.003	1.000	-0.004	-0.015	-0.034
Phone_Change	0.000	0.032	0.024	-0.004	0.005	0.013	0.010	0.050	0.051	0.030	0.074	0.127	0.051	0.077	0.030	NaN	0.011	0.048	0.027	-0.008	-0.003	-0.007	0.088	0.110	0.070	-0.004	1.000	0.096	-0.045
Credit_Bureau	0.001	0.047	-0.028	-0.001	0.007	0.062	-0.033	-0.025	0.001	0.005	0.045	0.018	0.014	0.023	0.019	NaN	-0.064	-0.023	-0.016	0.015	0.005	-0.026	0.008	-0.018	-0.045	-0.015	0.096	1.000	0.015
Default	0.000	-0.016	-0.023	0.000	0.000	-0.001	0.021	-0.014	0.000	-0.024	-0.060	-0.066	-0.030	-0.045	0.044	0.001	0.022	-0.026	0.008	0.057	0.005	-0.019	-0.117	-0.117	-0.133	-0.034	-0.045	0.015	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	ID	Client_Income	Car_Owned	Bike_Owned	Active_Loan	House_Own	Child_Count	Credit_Amount	Loan_Annuity	Accompany_Client	Client_Income_Type	Client_Education	Client_Marital_Status	Client_Gender	Loan_Contract_Type	Client_Housing_Type	Population_Region_Relative	Age_Days	Employed_Days	Registration_Days	ID_Days	Own_House_Age	Mobile_Tag	Homephone_Tag	Workphone_Working	Client_Occupation	Client_Family_Members	Cleint_City_Rating	Application_Process_Day	Application_Process_Hour	Client_Permanent_Match_Tag	Client_Contact_Work_Tag	Type_Organization	Score_Source_1	Score_Source_2	Score_Source_3	Social_Circle_Default	Phone_Change	Credit_Bureau
0	12142509	6750.0	0.0	0.0	1.0	0.0	0.0	61190.55	3416.85	Alone	Commercial	Secondary	M	Male	CL	Home	0.028663	13957.0	1062.0	6123.0	383.0	NaN	1	1	0	Sales	2.0	2.0	6.0	17.0	Yes	Yes	Self-employed	0.568066	0.478787	NaN	0.0186	63.0	NaN
1	12138936	20250.0	1.0	0.0	1.0	NaN	0.0	15282.00	1826.55	Alone	Service	Graduation	M	Male	CL	Home	0.008575	14162.0	4129.0	7833.0	21.0	0.0	1	0	1	NaN	2.0	2.0	3.0	10.0	Yes	Yes	Government	0.563360	0.215068	NaN	NaN	NaN	NaN
2	12181264	18000.0	0.0	0.0	1.0	0.0	1.0	59527.35	2788.20	Alone	Service	Graduation dropout	W	Male	CL	Family	0.022800	16790.0	5102.0	NaN	331.0	NaN	1	0	0	Realty agents	2.0	2.0	4.0	NaN	Yes	Yes	Self-employed	NaN	0.552795	0.329655	0.0742	277.0	0.0
3	12188929	15750.0	0.0	0.0	1.0	1.0	0.0	53870.40	2295.45	Alone	Retired	Secondary	M	Male	CL	Home	0.010556	23195.0	NaN	NaN	775.0	NaN	1	0	0	NaN	2.0	3.0	2.0	15.0	Yes	Yes	NaN	NaN	0.135182	0.631355	NaN	1700.0	3.0
4	12133385	33750.0	1.0	0.0	1.0	0.0	2.0	133988.40	3547.35	Alone	Commercial	Secondary	M	Female	CL	Home	0.020713	11366.0	2977.0	5516.0	4043.0	6.0	1	0	0	Laborers	4.0	1.0	3.0	NaN	Yes	Yes	Business Entity Type 3	0.508199	0.301182	0.355639	0.2021	674.0	1.0
5	12191614	11250.0	0.0	1.0	1.0	1.0	1.0	13752.00	653.85	Alone	Service	Secondary	W	Female	CL	Home	0.019101	13881.0	1184.0	3910.0	3910.0	NaN	1	0	0	Laborers	2.0	2.0	2.0	10.0	Yes	Yes	Other	NaN	0.697928	0.420611	0.0639	739.0	0.0
6	12128086	15750.0	1.0	1.0	0.0	1.0	0.0	128835.00	3779.55	Alone	Retired	Secondary	S	Male	CL	Home	0.016612	21323.0	NaN	113.0	4855.0	10.0	1	0	0	NaN	1.0	2.0	3.0	14.0	Yes	Yes	NaN	0.729913	0.602545	0.511892	0.2041	NaN	3.0
7	12215264	13500.0	0.0	0.0	1.0	1.0	0.0	60415.20	3097.80	Alone	Retired	Secondary	M	Male	CL	Home	0.009175	22493.0	NaN	12617.0	5280.0	NaN	1	0	1	NaN	2.0	2.0	4.0	15.0	Yes	Yes	NaN	0.711468	0.657508	0.549597	NaN	1687.0	4.0
8	12159147	13500.0	1.0	1.0	0.0	1.0	1.0	45000.00	1200.15	Relative	Commercial	Graduation	M	Female	CL	Home	0.006008	NaN	7889.0	5455.0	2665.0	14.0	1	0	1	Sales	3.0	2.0	4.0	13.0	Yes	Yes	Self-employed	0.475727	0.637594	0.553165	0.1670	1611.0	0.0
9	12130547	12150.0	0.0	0.0	0.0	1.0	0.0	16320.15	1294.65	Alone	Retired	Secondary	W	Male	CL	Home	0.016612	20507.0	NaN	2834.0	4053.0	NaN	1	0	0	NaN	1.0	2.0	NaN	9.0	Yes	Yes	NaN	0.682285	0.063343	0.080650	NaN	533.0	5.0

	ID	Client_Income	Car_Owned	Bike_Owned	Active_Loan	House_Own	Child_Count	Credit_Amount	Loan_Annuity	Accompany_Client	Client_Income_Type	Client_Education	Client_Marital_Status	Client_Gender	Loan_Contract_Type	Client_Housing_Type	Population_Region_Relative	Age_Days	Employed_Days	Registration_Days	ID_Days	Own_House_Age	Mobile_Tag	Homephone_Tag	Workphone_Working	Client_Occupation	Client_Family_Members	Cleint_City_Rating	Application_Process_Day	Application_Process_Hour	Client_Permanent_Match_Tag	Client_Contact_Work_Tag	Type_Organization	Score_Source_1	Score_Source_2	Score_Source_3	Social_Circle_Default	Phone_Change	Credit_Bureau	Default
121846	12204389	12150.0	0.0	1.0	0.0	1.0	0.0	25470.00	1462.05	Alone	Retired	Graduation dropout	S	Male	CL	Home	0.025164	24123.0	NaN	9523.0	795.0	NaN	1	0	0	NaN	1.0	2.0	NaN	9.0	Yes	Yes	NaN	0.720885	NaN	NaN	0.0711	NaN	0.0	0
121847	12186941	15750.0	1.0	0.0	1.0	1.0	0.0	26128.80	1283.85	Alone	Commercial	NaN	M	Male	CL	Home	NaN	14025.0	1107.0	507.0	4514.0	24.0	1	0	0	Managers	NaN	1.0	5.0	9.0	Yes	Yes	Business Entity Type 3	NaN	0.729825	0.441836	NaN	1175.0	1.0	0
121848	12110723	18000.0	1.0	1.0	0.0	0.0	1.0	27302.40	2169.90	Alone	Service	Secondary	M	Female	CL	Home	0.035792	11073.0	1521.0	4883.0	3602.0	23.0	1	0	0	Sales	3.0	2.0	2.0	14.0	Yes	Yes	Housing	NaN	0.625207	0.306202	NaN	1718.0	2.0	0
121849	12183464	10350.0	0.0	1.0	0.0	0.0	0.0	18792.90	1736.55	Alone	Service	Graduation dropout	S	Male	CL	Municipal	0.010032	9204.0	763.0	3773.0	1874.0	NaN	1	0	1	Sales	1.0	2.0	3.0	11.0	Yes	Yes	Self-employed	0.162760	0.621042	NaN	0.3340	774.0	NaN	0
121850	12136406	12150.0	0.0	0.0	1.0	0.0	0.0	78192.00	2383.65	Alone	Retired	Secondary	S	Male	CL	Home	0.018850	23943.0	NaN	1213.0	4011.0	NaN	1	0	0	NaN	1.0	2.0	2.0	11.0	Yes	Yes	NaN	NaN	0.678249	0.283712	0.0515	1581.0	2.0	0
121851	12207714	29250.0	0.0	0.0	NaN	1.0	0.0	107820.00	3165.30	Relative	Service	Secondary	M	Female	CL	Home	0.031329	12889.0	2863.0	2661.0	2943.0	NaN	1	0	0	Laborers	2.0	2.0	4.0	16.0	Yes	No	Business Entity Type 2	NaN	0.173527	0.184116	0.0577	NaN	1.0	1
121852	12173765	15750.0	0.0	1.0	1.0	0.0	0.0	104256.00	3388.05	Alone	Commercial	Graduation	M	Female	CL	Home	0.018209	8648.0	636.0	902.0	1209.0	NaN	1	1	0	Sales	2.0	3.0	4.0	12.0	Yes	Yes	Self-employed	NaN	0.371559	0.406617	0.0825	4.0	0.0	0
121853	12103937	8100.0	0.0	1.0	0.0	1.0	1.0	55107.90	2989.35	Alone	Govt Job	Secondary	M	Male	CL	Home	0.008068	9152.0	1623.0	3980.0	353.0	NaN	1	0	0	High skill tech	3.0	3.0	5.0	11.0	No	No	Trade: type 6	0.169049	0.048079	NaN	NaN	NaN	NaN	0
121854	12170623	38250.0	1.0	1.0	0.0	1.0	0.0	45000.00	2719.35	Alone	Service	Graduation	M	Female	CL	Home	0.028663	10290.0	847.0	895.0	2902.0	4.0	1	0	0	Sales	2.0	2.0	1.0	12.0	Yes	Yes	Business Entity Type 3	0.182737	0.103538	0.077499	0.0979	NaN	2.0	0
121855	12105610	9000.0	1.0	1.0	1.0	1.0	1.0	62428.95	4201.65	Alone	Commercial	Secondary	S	Male	CL	Home	0.018029	14772.0	498.0	8679.0	5025.0	6.0	1	0	0	Managers	2.0	3.0	4.0	6.0	Yes	Yes	Business Entity Type 3	NaN	0.556414	0.298595	0.1031	805.0	0.0	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)